// Copyright (c) 2019 PaddlePaddle Authors. All Rights Reserved. // // Licensed under the Apache License, Version 2.0 (the "License"); // you may not use this file except in compliance with the License. // You may obtain a copy of the License at // // http://www.apache.org/licenses/LICENSE-2.0 // // Unless required by applicable law or agreed to in writing, software // distributed under the License is distributed on an "AS IS" BASIS, // WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. // See the License for the specific language governing permissions and // limitations under the License. #include "lite/operators/layer_norm_op.h" #include "lite/core/op_registry.h" namespace paddle { namespace lite { namespace operators { bool LayerNormOp::CheckShape() const { CHECK_OR_FALSE(param_.X); CHECK_OR_FALSE(param_.Y); CHECK_OR_FALSE(param_.Mean); CHECK_OR_FALSE(param_.Variance); return true; } bool LayerNormOp::InferShape() const { auto out_dims = param_.X->dims(); param_.Y->Resize(out_dims); auto inner_size = out_dims.Flatten2D(param_.begin_norm_axis)[1]; param_.Mean->Resize(std::vector({inner_size})); param_.Variance->Resize(std::vector({inner_size})); auto out_lod = param_.Y->mutable_lod(); *out_lod = param_.X->lod(); return true; } bool LayerNormOp::AttachImpl(const cpp::OpDesc &opdesc, lite::Scope *scope) { param_.X = scope->FindVar(opdesc.Input("X").front())->GetMutable(); param_.Y = scope->FindVar(opdesc.Output("Y").front())->GetMutable(); param_.Mean = scope->FindVar(opdesc.Output("Mean").front())->GetMutable(); param_.Variance = scope->FindVar(opdesc.Output("Variance").front()) ->GetMutable(); CHECK(param_.X); CHECK(param_.Y); CHECK(param_.Mean); CHECK(param_.Variance); if (opdesc.HasInput("Scale")) { param_.Scale = scope->FindVar(opdesc.Input("Scale").front()) ->GetMutable(); } if (opdesc.HasInput("Bias")) { param_.Bias = scope->FindVar(opdesc.Input("Bias").front()) ->GetMutable(); } param_.begin_norm_axis = opdesc.GetAttr("begin_norm_axis"); param_.epsilon = opdesc.GetAttr("epsilon"); return true; } } // namespace operators } // namespace lite } // namespace paddle REGISTER_LITE_OP(layer_norm, paddle::lite::operators::LayerNormOp);